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Dynamic Deformation Behavior of the Electron Beam Melted Ti-6Al-4V Alloy 电子束熔化 Ti-6Al-4V 合金的动态变形行为
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-06-06 DOI: 10.1007/s13369-024-09166-4
Hakan Hafizoglu, Firat Memu, Burcu Arslan Hamat, Huseyin Emrah Konokman, Nuri Durlu

In this study, dynamic deformation behavior of electron beam melted Ti-6Al-4V alloy and effect of initial defects on deformation process of the alloy were investigated with high strain rate experimental and numerical studies. Dynamic compression tests at the strain rates of 350, 850, 1250, 1750, 1950, and 2500/s at room temperature and at higher temperatures of 150 and 240 °C were performed using a split-Hopkinson pressure bar. Compression simulations in three dimensions (3D) with LS-Dyna software were conducted using the determined Johnson–Cook parameters of the Ti-6Al-4V alloy specimens, to assess the strain, temperature distribution during deformation. In addition, simulation studies with initial defects in the model were performed to investigate the effect of these defects on strain formation during compression. The experimental results showed that strain rates over 1250/s caused failure at 45° to the loading direction. Adiabatic shear bands were observed for the specimens compressed at the strain rates of 1250/s and higher. As strain rate increased from 1250 to 2500/s, the type of adiabatic shear band altered from deformed to transformed type. The simulation results showed that initial defects in the specimen led to formation of higher plastic strain in the direction of 45° around initial defects. This high strain might be the cause of formation of adiabatic shear band. The simulation results also indicated that void morphology could affect strain distribution in the specimen.

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引用次数: 0
Combined Effects of Seawater Intrusion and Heavy Metal Pollution on the Groundwater Resources of Tarout Island, Saudi Arabia 海水入侵和重金属污染对沙特阿拉伯塔鲁特岛地下水资源的综合影响
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-06-06 DOI: 10.1007/s13369-024-09184-2
Mohammed Benaafi, Ahmed M. Al-Areeq, Bassam Tawabini, Abdullah A. Basaleh, Abdullah Bafaqeer, John D. Humphrey, Isam H. Aljundi

Groundwater resources in coastal aquifers are commonly subjected to several anthropogenic threats that deteriorate their quality. This study focuses on the key factors influencing groundwater in Tarout Island, Saudi Arabia, including seawater intrusion, heavy metal contamination, and nitrate pollution. A comprehensive sampling and analysis strategy was implemented, incorporating the primary ion chemistry, stable isotopes (Oxygen-18 (δ18O), Deuterium (δ2H), Sulfur-34 (δ34SSO4)), and heavy metals/toxic elements concentrations. Both graphical and statistical tools were used to assess the presence and patterns of seawater intrusion, pollutant sources, and health hazards. According to the hydrochemical facies evolution diagram, stable isotopes and conservative ion mixing tendencies confirmed seawater mixing in 90% of tested samples. The study showed that heavy metals/toxic elements including Fe, Cr, Ni, V, As, and Co have exceeded regulation limits with 79% of groundwater samples tested being unfit for drinking purposes. In addition, nitrate was recorded surpassing the permissible limit in 38% of samples. The potential ecological risk index of the heavy metals/toxic elements varied from moderate to extremely high, with Ni, Cu, V, and As being the most hazardous metals. The results also show that 42% and 100% of tested groundwater showed potential non-carcinogenic and carcinogenic health risks, with total HQ and total CR exceeding the threshold values, respectively. The results show that seawater intrusion, heavy metal pollution, and nitrate contamination have detrimental effects on the island's groundwater quality. To mitigate the health and environmental hazards, groundwater use must be urgently managed alongside implementing suitable pollution control techniques. The study provides a robust scientific foundation for formulating policies that promote the sustainable use of Tarout Island's valuable groundwater resources. Similar anthropogenic pressures on coastal aquifers throughout the world necessitate the scientific understanding and integrated management approaches presented in this study to protect groundwater quality. It is recommended to establish a groundwater monitoring system that constantly monitors critical quality parameters to maintain an in-depth understanding of the complex nature of the vulnerable coastal aquifer.

沿海含水层的地下水资源通常受到一些使其质量恶化的人为威胁。本文研究了影响沙特塔鲁特岛地下水的主要因素,包括海水入侵、重金属污染和硝酸盐污染。采用了全面的采样和分析策略,包括原生离子化学、稳定同位素(氧-18 (δ18O)、氘(δ2H)、硫-34 (δ34SSO4))和重金属/有毒元素浓度。使用图形和统计工具来评估海水入侵、污染源和健康危害的存在和模式。根据水化学相演化图,稳定同位素和保守离子混合趋势证实90%的测试样品存在海水混合。研究显示,重金属/有毒元素包括铁、铬、镍、钒、砷和钴已超过规定限制,经检测的地下水样本中有79%不适合饮用。此外,38%的样本中硝酸盐含量超标。重金属/有毒元素的潜在生态风险指数从中等到极高,其中Ni、Cu、V和As是最危险的金属。检测结果还显示,42%和100%的地下水存在潜在的非致癌性和致癌性健康风险,总HQ和总CR分别超过阈值。结果表明,海水入侵、重金属污染和硝酸盐污染对海岛地下水水质有不利影响。为了减轻对健康和环境的危害,必须紧急管理地下水的使用,同时实施适当的污染控制技术。该研究为制定促进塔鲁特岛宝贵地下水资源可持续利用的政策提供了坚实的科学基础。世界各地的沿海含水层都面临着类似的人为压力,因此需要科学的认识和本研究提出的综合管理方法来保护地下水质量。建议建立一个地下水监测系统,不断监测关键质量参数,以保持对脆弱的沿海含水层的复杂性质的深入了解。
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引用次数: 0
Ultrasonic Pulse Velocity and Mechanical and Physical Properties of Structural Geopolymer Concrete Containing Lightweight Expanded Clay Aggregates: Experimental and Computational Study 含轻质膨胀粘土骨料的结构性土工聚合物混凝土的超声波脉速及力学和物理性能:实验与计算研究
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-06-06 DOI: 10.1007/s13369-024-09102-6
Meysam Shahniani, Arash Sayari, Shahriar Shahbazpanahi, Mehrdad Masoudnejad

In the present study, the influence of adding lightweight expanded clay aggregate (LECA) and natural zeolite (NZ) on the geopolymer concrete (GPC) based on ground-granulated blast furnace slag (GGBS) was investigated in terms of density, water absorption, compressive and splitting tensile strengths, and ultrasonic pulse velocity (UPV) at ambient temperature. Two sizes of LECA as the replacement of course and fine aggregates ranging from 0 to 100% were used in order to examine their suitability to produce lightweight GPC (LWGPC). NZ was utilized as a binder in the GPC with up to 15% replacement of GGBS. Test results indicated that the density of GPC decreased and water absorption value was increased with higher LECA percentage, and this behaviour is observed for NZ addition with less intensity. Compressive strength of the lightweight GPC is extremely decreased from 5 to 20% by incorporation of NZ in place of GGBS. Results indicated that LWGPC with 100% LECA compared with the specimens without LECA can effectively decrease the tensile strength by about 50% and the reduction for NZ addition is approximately 15%. The experimental results show that the variation in splitting tensile strength, compressive strength, and UPV of LWGPC is significantly influenced by binder content. A machine learning-based model was created for the mixtures produced within the scope of the experimental study and equations generated from M5p model tree that represents a strong correlation between the actual and predicted values for splitting tensile and compressive strengths with more than 99% of accuracy.

本文研究了轻质膨胀粘土骨料(LECA)和天然沸石(NZ)的掺入对高炉磨粒渣(GGBS)地聚合物混凝土(GPC)密度、吸水率、抗压和劈裂抗拉强度以及室温下超声脉冲速度(UPV)的影响。采用两种粒径的LECA替代粗粒料和0 ~ 100%细骨料,考察了其制备轻质GPC (LWGPC)的适用性。在GPC中,NZ被用作粘合剂,GGBS的替代率高达15%。实验结果表明,随着LECA含量的增加,GPC的密度降低,吸水值增加,而添加强度较低的NZ也有这种现象。通过加入NZ代替GGBS,轻质GPC的抗压强度从5%下降到20%。结果表明:与未添加LECA的LWGPC相比,添加100% LECA的LWGPC的抗拉强度有效降低约50%,添加NZ的LWGPC的抗拉强度降低约15%。实验结果表明,粘结剂含量对LWGPC的劈裂抗拉强度、抗压强度和UPV的变化有显著影响。我们为实验研究范围内产生的混合物创建了一个基于机器学习的模型,并从M5p模型树中生成了方程,该模型树代表了分裂拉伸和压缩强度的实际值和预测值之间的强相关性,准确率超过99%。
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引用次数: 0
Effects of Electroosmosis Flow of Bingham Plastic Fluid Induced by a Curved Microtube 弯曲微管诱导宾汉姆塑料流体电渗流的影响
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-06-05 DOI: 10.1007/s13369-024-09168-2
Srivally Adurthy, Motahar Reza, Ali J. Chamkha

This paper investigates the pressure-driven and electroosmotic flow of Bingham plastic fluid within a curved microtube in the presence of a streaming potential. Perturbation analysis is utilised to solve the governing equations and obtain approximate analytical solutions. Validation against existing literature confirms the accuracy of the approach, with highly favourable agreement observed. The electrical double-layer (EDL) distribution is analysed for various Debye lengths, perturbation parameters, curvature ratios, and zeta potentials. As curvature increases, the EDL decreases near the lower wall and increases near the upper wall. The impact of electroosmosis force, Debye lengths, perturbation parameters, curvature ratios, and ionic Peclet number on axial velocity profiles is investigated. Axial velocity increases with the electroosmotic parameter value due to a more significant axial electric force in the inner area. Additionally, velocity decreases with increasing Bingham parameter, particularly at the lower wall region, while it increases with curvature value in the upper half of the tube. Higher flow rates are observed within curved microtubes than linear ones under similar pressure gradients and cross-sectional shapes. Increasing Debye length reduces streaming potential magnitude, favouring pressure-driven flow over electroosmotic flow. Finally, the variation of electrokinetic energy conversion efficiency with curvature ratio for different Bingham parameters is analysed. Higher Bingham parameter values increase fluid viscosity, resulting in slower fluid movement, reduced streaming potential, and decreased efficiency of electrokinetic energy conversion. This study contributes to a deeper understanding of fluid dynamics within curved microtubes and offers insights into optimising energy conversion efficiency in Bingham plastic fluid systems.

本文研究了存在流势的弯曲微管内宾汉塑性流体的压力驱动和电渗流动。利用扰动分析来求解支配方程,并获得近似分析解。根据现有文献进行的验证证实了该方法的准确性,并观察到了高度一致的结果。分析了不同德拜长度、扰动参数、曲率比和 zeta 电位下的电双层(EDL)分布。随着曲率的增加,EDL 在下壁附近减小,而在上壁附近增大。研究了电渗力、德拜长度、扰动参数、曲率比和离子佩克莱特数对轴向速度剖面的影响。轴向速度随电渗参数值的增加而增加,这是由于内部区域的轴向电场力更为显著。此外,速度随着宾汉参数的增加而降低,尤其是在管壁下部区域,而在管的上半部分,速度则随着曲率值的增加而增加。在压力梯度和横截面形状相似的情况下,弯曲微管内的流速要高于直线微管。增加德拜长度会降低流势幅度,使压力驱动的流动优于电渗流动。最后,分析了不同宾厄姆参数下电动能量转换效率随曲率比的变化。宾厄姆参数值越高,流体粘度越大,导致流体运动速度减慢、流势减小,电动能转换效率降低。这项研究有助于加深对弯曲微管内流体动力学的理解,并为优化宾汉塑性流体系统的能量转换效率提供了启示。
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引用次数: 0
Analytical Modeling Methods in Machining: A State of the Art on Application, Recent Challenges, and Future Trends 机械加工中的分析建模方法:有关应用、最新挑战和未来趋势的技术现状
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-06-05 DOI: 10.1007/s13369-024-09163-7
Mehmet Erdi Korkmaz, Munish Kumar Gupta, Murat Sarikaya, Mustafa Günay, Mehmet Boy, Nafiz Yaşar, Recep Demirsöz, Fatih Pehlivan

Information technology applications are crucial to the proper utilization of manufacturing equipment in the new industrial age, i.e., Industry 4.0. There are certain fundamental conditions that users must meet to adapt the manufacturing processes to Industry 4.0. For this, as in the past, there is a major need for modeling and simulation tools in this industrial age. In the creation of industry-driven predictive models for machining processes, substantial progress has recently been made. This paper includes a comprehensive review of predictive performance models for machining (particularly analytical models), as well as a list of existing models' strengths and drawbacks. It contains a review of available modeling tools, as well as their usability and/or limits in the monitoring of industrial machining operations. The goal of process models is to forecast principal variables such as stress, strain, force, and temperature. These factors, however, should be connected to performance outcomes, i.e., product quality and manufacturing efficiency, to be valuable to the industry (dimensional accuracy, surface quality, surface integrity, tool life, energy consumption, etc.). Industry adoption of cutting models depends on a model's ability to make this connection and predict the performance of process outputs. Therefore, this review article organizes and summarizes a variety of critical research themes connected to well-established analytical models for machining processes.

在新的工业时代,即工业 4.0 时代,信息技术的应用对于正确使用制造设备至关重要。要使制造工艺适应工业 4.0,用户必须满足某些基本条件。为此,与过去一样,这个工业时代对建模和仿真工具有很大的需求。在创建工业驱动的加工过程预测模型方面,最近取得了重大进展。本文全面回顾了机械加工性能预测模型(尤其是分析模型),并列举了现有模型的优缺点。本文还回顾了现有的建模工具,以及这些工具在监控工业加工操作中的可用性和/或局限性。过程模型的目标是预测应力、应变、力和温度等主要变量。然而,这些因素应与性能结果(即产品质量和制造效率)相关联,这样才能对行业产生价值(尺寸精度、表面质量、表面完整性、刀具寿命、能耗等)。行业对切削模型的采用取决于模型建立这种联系和预测过程输出性能的能力。因此,这篇综述文章整理并总结了与成熟的加工过程分析模型相关的各种关键研究主题。
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引用次数: 0
Early Detection of Secondary Battery Degradation by Infrared Technology: An Experimental Study 利用红外技术早期检测二次电池的老化:实验研究
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-06-05 DOI: 10.1007/s13369-024-09219-8
Shuo Ni, Sanjeeb Lama, Young-Jun Lee, Joo-Hyung Kim

Lithium-ion batteries, one of the most important energy storage technologies, are widely used in portable electronic devices, electric vehicles, and energy storage systems due to their high energy density and long cycle life. However, the degradation of the batteries causes many safety hazards. The degraded batteries show some different characteristics compared with fresh ones, such as temperature distribution and evolution which can be tested and recorded by infrared (IR) thermography. This study investigates the differences in temperature distribution and average temperature evolution of degraded and fresh 18,650 Li-ion batteries at various discharging and charging currents. It is apparent that the temperature rise rate of degraded batteries is much higher than that of fresh ones in the first 30 s at a discharging current of 9 A. Also, the temperature distribution begins to change from the very beginning of the discharging, changes fast, and becomes stable before the DoD of 0.5 in the degraded batteries, while in the fresh one, it changes slowly and becomes stable after reaching a DoD of 0.5. Results show that there are obvious differences in temperature distribution and average temperature evolution between degraded and fresh batteries at high currents, while the difference at low currents is inconspicuous, which might be caused by the increase in the internal resistance in degraded batteries. Altogether, these findings suggest the potential for early detection of degraded batteries through IR thermography technology during high-current discharging.

锂离子电池是最重要的储能技术之一,由于其能量密度高、循环寿命长,被广泛应用于便携式电子设备、电动汽车和储能系统。然而,电池降解会带来许多安全隐患。与新鲜电池相比,降解电池显示出一些不同的特性,如温度分布和演变,这些特性可以通过红外热成像技术进行测试和记录。本研究调查了 18650 块降解锂离子电池和新电池在不同放电和充电电流下的温度分布和平均温度变化差异。很明显,在放电电流为 9 安培的前 30 秒内,降解电池的温度上升率远高于新鲜电池。此外,降解电池的温度分布从放电一开始就开始变化,变化速度快,并在 DoD 达到 0.5 之前趋于稳定,而新鲜电池的温度分布变化缓慢,并在 DoD 达到 0.5 之后趋于稳定。结果表明,降解电池和新鲜电池在大电流下的温度分布和平均温度变化存在明显差异,而在小电流下的差异并不明显,这可能是由于降解电池的内阻增加造成的。总之,这些研究结果表明,通过红外热成像技术,有可能在大电流放电过程中及早检测出降解电池。
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引用次数: 0
Blade Exit Angle Impact on Centrifugal Pump Performance: Entropy Generation and Fluid–Structure Interaction Analysis 叶片出口角对离心泵性能的影响:熵生成与流体-结构相互作用分析
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-06-05 DOI: 10.1007/s13369-024-09200-5
Hayder Kareem Sakran, Mohd Sharizal Abdul Aziz, C. Y. Khor

Understanding the impact of specific design parameters is essential for enhancing pump functionality and minimizing energy consumption. Alterations in the blade exit angle impact the static pressure, relative velocity, and energy loss within the pump and associated effects on the structural behavior of the impeller. This work investigates the influence of the blade exit angle on the performance, hydraulic, and structural design of the flow passage components of the centrifugal pump. Impeller models with different exit angles (15°, 20°, 30°, 40°, and 55°) were simulated while keeping all other parameters constant. Computational investigations were conducted to examine the flow characteristics of a centrifugal pump with five distinct impellers using the shear stress transport kω turbulence model. The numerical investigation was validated with the previous study. The analysis focuses on variations in static pressure, relative velocity, and energy loss. Besides, the energy loss distribution was investigated to determine the total entropy generation (TEG) and entropy generation rate (EGR). The fluid–structure interaction (FSI) for several impeller models was used to examine the effect of the exit angle on the structural properties of the impeller. The results demonstrate that the blade exit angle significantly impacts the pump performance. An increase in blade exit angle has resulted in a rise in head and pressure. Furthermore, the structural behaviors, including the total deformation and equivalent stress, are discussed. The findings of this study provide valuable insights into enhancing energy efficiency and hydraulic design principles of centrifugal pumps.

了解特定设计参数的影响对于增强泵的功能和最大限度地降低能耗至关重要。叶片出口角的变化会影响泵内的静压、相对速度和能量损失,并对叶轮的结构行为产生相关影响。这项研究探讨了叶片出口角对离心泵流道部件的性能、水力和结构设计的影响。在保持所有其他参数不变的情况下,模拟了不同出口角(15°、20°、30°、40°和 55°)的叶轮模型。利用剪应力传输 k-ω 湍流模型,对带有五个不同叶轮的离心泵的流动特性进行了计算研究。数值研究与之前的研究进行了验证。分析的重点是静压、相对速度和能量损失的变化。此外,还研究了能量损失分布,以确定总熵产生(TEG)和熵产生率(EGR)。对多个叶轮模型进行了流固耦合(FSI),以研究叶片出口角对叶轮结构特性的影响。结果表明,叶片出口角对泵的性能有很大影响。叶片出口角增大会导致扬程和压力升高。此外,还讨论了结构行为,包括总变形和等效应力。这项研究的结果为提高离心泵的能效和水力设计原理提供了宝贵的见解。
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引用次数: 0
Sedimentation Evaluation of Downstream Reaches of River Badung by Applying HEC-GeoRAS and USLE Method 应用 HEC-GeoRAS 和 USLE 方法评估巴东河下游的沉积作用
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-06-04 DOI: 10.1007/s13369-024-09232-x
Mawiti Infantri Yekti, Ni Made Vania Sukmasari Marsha, Anissa Maria Hidayati, Bart Schultz

The estuary of River Badung is a containment for the Nusa Dua Estuary Reservoir, which requires an assessment of sedimentation and sediment transport to determine potential reductions in its storage capacity. Therefore, this study aims to quantify and optimize the transported sediment obtained through various control measures, accompanied by the analysis of sedimentation distribution patterns in the lower reaches of River Badung. In this study, three simulation methods were used, (1) Hydrologic Engineering Center’s-River Analysis System (HEC-RAS) was applied to analyze sediment transport, (2) Aeronautical Reconnaissance Coverage Geographic Information System (ArcGIS) was implemented to process geometry data and then exported with Hydrologic Engineering Center’s-Geospatial River Analysis System (HEC-GeoRAS), and (3) Universal Soil Loss Equation (USLE) method was used to optimize sedimentation control. The results showed that River Badung had significant erosion, with sediment volume determined by USLE and HEC-RAS methods being 8040 m3 and 8740 m3, respectively. This emphasized a difference of 697 m3 or 8.66%, with the condition of sediment control structures yielding the following outputs, (1) the structures of check dams 1 and 4 required a thorough repair, (2) the capacity of check dams 2 was almost full, and (3) check dams 3 was full. Based on these results, check dams 5 and groundsill were capable of accommodating sediment, with reservoir (check dams 5) needing adjustment for appropriate functioning.

巴东河河口是努沙杜瓦河口水库的隔离带,需要对沉积和沉积物迁移进行评估,以确定其存储容量可能的减少。因此,本研究旨在量化和优化通过各种控制措施获得的输沙量,同时分析巴东河下游的沉积分布模式。本研究采用了三种模拟方法:(1)应用水文工程中心的河流分析系统(HEC-RAS)分析泥沙输运;(2)采用航空勘测覆盖地理信息系统(ArcGIS)处理几何数据,然后导出到水文工程中心的地理空间河流分析系统(HEC-GeoRAS);(3)采用通用土壤流失方程(USLE)方法优化泥沙控制。结果表明,巴东河侵蚀严重,根据 USLE 和 HEC-RAS 方法确定的泥沙量分别为 8040 立方米和 8740 立方米。根据沉积物控制结构的状况,得出以下结果:(1) 1 号和 4 号拦河坝的结构需要彻底维修,(2) 2 号拦河坝的容量几乎已满,(3) 3 号拦河坝已满。根据这些结果,5 号检查坝和理由ill 能够容纳沉积物,但水库(5 号检查坝)需要进行调整以发挥适当的功能。
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引用次数: 0
Swift Detection of XSS Attacks: Enhancing XSS Attack Detection by Leveraging Hybrid Semantic Embeddings and AI Techniques 快速检测 XSS 攻击:利用混合语义嵌入和人工智能技术加强 XSS 攻击检测
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-06-03 DOI: 10.1007/s13369-024-09140-0
Rezan Bakır, Halit Bakır

Cross-Site Scripting (XSS) attacks continue to be a significant threat to web application security, necessitating robust detection mechanisms to safeguard user data and ensure system integrity. In this study, we present a novel approach for detecting XSS attacks that harnesses the combined capabilities of the Universal Sentence Encoder (USE) and Word2Vec embeddings as a feature extractor, aiming to enhance the performance of machine learning and deep learning techniques. By leveraging the semantic understanding of sentences offered by USE and the word-level representations from Word2Vec, we obtain a comprehensive feature representation for XSS attack payloads. Our proposed approach aims to capture both fine-grained word meanings and broader sentence contexts, leading to enhanced feature extraction and improved model performance. We conducted extensive experiments utilizing machine learning and deep learning architectures to evaluate the effectiveness of our approach. The obtained results demonstrate that our combined embeddings approach outperforms traditional methods, achieving superior accuracy, precision, recall, ROC, and F1-score in detecting XSS attacks. This study not only advances XSS attack detection but also highlights the potential of state-of-the-art natural language processing techniques in web security applications. Our findings offer valuable insights for the development of more robust and effective security measures against XSS attacks.

跨站脚本(XSS)攻击仍然是对网络应用程序安全性的重大威胁,因此需要强有力的检测机制来保护用户数据并确保系统的完整性。在本研究中,我们提出了一种检测 XSS 攻击的新方法,该方法利用通用句子编码器(USE)和 Word2Vec 嵌入作为特征提取器的组合功能,旨在提高机器学习和深度学习技术的性能。通过利用 USE 提供的句子语义理解和 Word2Vec 提供的单词级表示,我们获得了 XSS 攻击有效载荷的综合特征表示。我们提出的方法旨在捕捉细粒度词义和更广泛的句子上下文,从而增强特征提取并提高模型性能。我们利用机器学习和深度学习架构进行了广泛的实验,以评估我们方法的有效性。结果表明,我们的组合嵌入方法优于传统方法,在检测 XSS 攻击方面取得了卓越的准确率、精确度、召回率、ROC 和 F1 分数。这项研究不仅推进了 XSS 攻击的检测,还凸显了最先进的自然语言处理技术在网络安全应用中的潜力。我们的研究结果为开发更强大、更有效的 XSS 攻击安全措施提供了宝贵的见解。
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引用次数: 0
Abrasive Jet Polishing Utilizing the Synergistic Effect of Ultrasonic Pulse-Cavitation and Process Optimization Research 利用超声波脉冲空化和工艺优化研究的协同效应进行喷砂抛光
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-06-03 DOI: 10.1007/s13369-024-09242-9
Yile Ren, Jiangqin Ge, Bilu Shao, Kengqing Xu

Compared to the traditional abrasive jet polishing method, the ultrasonic coupled abrasive jet polishing (UC-AJP) method that utilizes the synergistic effects of pulse and cavitation can achieve a higher polishing efficiency. To further improve the polishing quality of the UC-AJP method, process optimization research was conducted on the quartz glass as the polishing object. The research was divided into two stages. In the first stage: the orthogonal array of the Taguchi method (TM) was used to design the experiments; the process parameters were optimized and the significant control factors were obtained through the signal-to-noise (S/N) ratio and analysis of variance (ANOVA). In the second stage: the response surface methodology (RSM) was used to establish the linear roughness prediction model and the interaction law of process parameters in the UC-AJP process was revealed, then the significant control factors were further optimized. On the basis of the above work, application research was conducted on the glass-based micro-channels with different cross-sectional structures, which verified the performance of the UC-AJP method for conformal polishing. After polishing with the optimized UC-AJP process parameters, the surface roughness of the workpiece decreases from 0.2640 to 0.0460 μm, and the surface roughness improvement rate is 82.6%.

与传统的磨料喷射抛光法相比,利用脉冲和空化协同效应的超声波耦合磨料喷射抛光法(UC-AJP)可实现更高的抛光效率。为进一步提高 UC-AJP 方法的抛光质量,以石英玻璃为抛光对象开展了工艺优化研究。研究分为两个阶段。第一阶段:采用田口方法(TM)的正交阵列进行实验设计;优化工艺参数,并通过信噪比(S/N)和方差分析(ANOVA)得出重要的控制因素。第二阶段:采用响应面法(RSM)建立线性粗糙度预测模型,揭示了 UC-AJP 工艺中工艺参数的交互作用规律,并进一步优化了重要的控制因素。在此基础上,对不同截面结构的玻璃基微通道进行了应用研究,验证了 UC-AJP 方法的保形抛光性能。采用优化的 UC-AJP 工艺参数抛光后,工件表面粗糙度从 0.2640 μm 降低到 0.0460 μm,表面粗糙度改善率达到 82.6%。
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Arabian Journal for Science and Engineering
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